# agent-bm25-knowledge-mcp

> agent-bm25-knowledge-mcp — bairuizhang-agent-bm25-knowledge-mcp. Use this tool when you need to efficiently retrieve specific knowledge chunks or search through large volumes of text data. It solves problems related to information overload and slow search times by indexing configured files and directories, providing fast and interpretable search results. Ideal for use cases where agents like Claude Code, Kiro CLI, and Codex require rapid access to relevant knowledge.

Canonical page: https://skillsregistry.net/skills/bairuizhang-agent-bm25-knowledge-mcp  
JSON: https://api.skillsregistry.net/v1/skills/bairuizhang-agent-bm25-knowledge-mcp

## Description

A local BM25 knowledge retrieval MCP server that indexes configured files and directories for agents like Claude Code, Kiro CLI, and Codex, providing interpretable search and chunk retrieval tools.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/j8ms4ki8ih)
- **Repository:** <https://github.com/BairuiZhang/agent-bm25-knowledge-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "bairuizhang-agent-bm25-knowledge-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/bairuizhang-agent-bm25-knowledge-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/bairuizhang-agent-bm25-knowledge-mcp/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt